Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 105666 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 12.1 MiB |
| Average record size in memory | 120.0 B |
Variable types
| Categorical | 4 |
|---|---|
| Numeric | 11 |
Province has a high cardinality: 90 distinct values | High cardinality |
City has a high cardinality: 1441 distinct values | High cardinality |
Barangay has a high cardinality: 26279 distinct values | High cardinality |
DOMAGOSO, ISKO MORENO (AKSYON) is highly correlated with LACSON, PING (PDR) | High correlation |
LACSON, PING (PDR) is highly correlated with DOMAGOSO, ISKO MORENO (AKSYON) | High correlation |
Province is highly correlated with Region | High correlation |
Region is highly correlated with Province | High correlation |
Region is highly correlated with Province and 3 other fields | High correlation |
Province is highly correlated with Region and 6 other fields | High correlation |
Precinct ID is highly correlated with Region and 1 other fields | High correlation |
DOMAGOSO, ISKO MORENO (AKSYON) is highly correlated with Province | High correlation |
MANGONDATO, FAISAL (KTPNAN) is highly correlated with Province | High correlation |
MARCOS, BONGBONG (PFP) is highly correlated with Region and 2 other fields | High correlation |
PACQUIAO, MANNY PACMAN(PROMDI) is highly correlated with Province | High correlation |
ROBREDO, LENI (IND) is highly correlated with Region and 2 other fields | High correlation |
GONZALES, NORBERTO (PDSP) is highly skewed (γ1 = 40.24535664) | Skewed |
Precinct ID has unique values | Unique |
ABELLA, ERNIE (IND) has 47643 (45.1%) zeros | Zeros |
DE GUZMAN, LEODY (PLM) has 50828 (48.1%) zeros | Zeros |
DOMAGOSO, ISKO MORENO (AKSYON) has 4429 (4.2%) zeros | Zeros |
GONZALES, NORBERTO (PDSP) has 52143 (49.3%) zeros | Zeros |
LACSON, PING (PDR) has 9080 (8.6%) zeros | Zeros |
MANGONDATO, FAISAL (KTPNAN) has 73064 (69.1%) zeros | Zeros |
MONTEMAYOR, JOSE JR. (DPP) has 66565 (63.0%) zeros | Zeros |
PACQUIAO, MANNY PACMAN(PROMDI) has 4461 (4.2%) zeros | Zeros |
Reproduction
| Analysis started | 2022-05-20 01:09:18.534453 |
|---|---|
| Analysis finished | 2022-05-20 01:09:40.610629 |
| Duration | 22.08 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 18 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 825.6 KiB |
| REGION IV-A | |
|---|---|
| REGION III | |
| NATIONAL CAPITAL REGION | |
| REGION VI | |
| REGION VII | |
| Other values (13) |
Length
| Max length | 32 |
|---|---|
| Median length | 11 |
| Mean length | 11.19338292 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1182760 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | REGION X |
|---|---|
| 2nd row | REGION X |
| 3rd row | REGION X |
| 4th row | REGION X |
| 5th row | REGION X |
Common Values
| Value | Count | Frequency (%) |
| REGION IV-A | 13906 | |
| REGION III | 10853 | |
| NATIONAL CAPITAL REGION | 10388 | |
| REGION VI | 8558 | 8.1% |
| REGION VII | 8019 | 7.6% |
| REGION V | 6653 | 6.3% |
| REGION VIII | 6255 | 5.9% |
| REGION I | 6117 | 5.8% |
| REGION X | 4933 | 4.7% |
| REGION XI | 4762 | 4.5% |
| Other values (8) | 25222 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| region | 100786 | |
| iv-a | 13906 | 6.4% |
| iii | 10853 | 5.0% |
| national | 10388 | 4.7% |
| capital | 10388 | 4.7% |
| vi | 8558 | 3.9% |
| vii | 8019 | 3.7% |
| v | 6653 | 3.0% |
| viii | 6255 | 2.9% |
| i | 6117 | 2.8% |
| Other values (11) | 37063 | 16.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| I | 263141 | |
| N | 123708 | |
| O | 114181 | |
| 113320 | ||
| R | 111243 | |
| E | 105078 | 8.9% |
| G | 100786 | 8.5% |
| A | 66776 | 5.6% |
| V | 49735 | 4.2% |
| T | 25068 | 2.1% |
| Other values (9) | 109724 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1052197 | |
| Space Separator | 113320 | 9.6% |
| Dash Punctuation | 17243 | 1.5% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| I | 263141 | |
| N | 123708 | |
| O | 114181 | |
| R | 111243 | |
| E | 105078 | 10.0% |
| G | 100786 | 9.6% |
| A | 66776 | 6.3% |
| V | 49735 | 4.7% |
| T | 25068 | 2.4% |
| L | 25068 | 2.4% |
| Other values (7) | 67413 | 6.4% |
Space Separator
| Value | Count | Frequency (%) |
| 113320 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 17243 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1052197 | |
| Common | 130563 | 11.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| I | 263141 | |
| N | 123708 | |
| O | 114181 | |
| R | 111243 | |
| E | 105078 | 10.0% |
| G | 100786 | 9.6% |
| A | 66776 | 6.3% |
| V | 49735 | 4.7% |
| T | 25068 | 2.4% |
| L | 25068 | 2.4% |
| Other values (7) | 67413 | 6.4% |
Common
| Value | Count | Frequency (%) |
| 113320 | ||
| - | 17243 | 13.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1182760 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| I | 263141 | |
| N | 123708 | |
| O | 114181 | |
| 113320 | ||
| R | 111243 | |
| E | 105078 | 8.9% |
| G | 100786 | 8.5% |
| A | 66776 | 5.6% |
| V | 49735 | 4.2% |
| T | 25068 | 2.1% |
| Other values (9) | 109724 |
| Distinct | 90 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 825.6 KiB |
| CEBU | 4692 |
|---|---|
| CAVITE | 3371 |
| NCR - SECOND DISTRICT | 3354 |
| PANGASINAN | 3330 |
| ILOILO | 3058 |
| Other values (85) |
Length
| Max length | 23 |
|---|---|
| Median length | 18 |
| Mean length | 10.4854447 |
| Min length | 4 |
Characters and Unicode
| Total characters | 1107955 |
|---|---|
| Distinct characters | 27 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | BUKIDNON |
|---|---|
| 2nd row | BUKIDNON |
| 3rd row | BUKIDNON |
| 4th row | BUKIDNON |
| 5th row | BUKIDNON |
Common Values
| Value | Count | Frequency (%) |
| CEBU | 4692 | 4.4% |
| CAVITE | 3371 | 3.2% |
| NCR - SECOND DISTRICT | 3354 | 3.2% |
| PANGASINAN | 3330 | 3.2% |
| ILOILO | 3058 | 2.9% |
| LAGUNA | 2958 | 2.8% |
| NEGROS OCCIDENTAL | 2901 | 2.7% |
| BATANGAS | 2855 | 2.7% |
| BULACAN | 2835 | 2.7% |
| LEYTE | 2535 | 2.4% |
| Other values (80) | 73777 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| del | 11004 | 6.0% |
| 10388 | 5.7% | |
| ncr | 9705 | 5.3% |
| sur | 9611 | 5.3% |
| district | 7922 | 4.3% |
| norte | 6032 | 3.3% |
| davao | 4762 | 2.6% |
| cebu | 4692 | 2.6% |
| oriental | 4583 | 2.5% |
| occidental | 4510 | 2.5% |
| Other values (87) | 109402 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 158824 | |
| N | 95597 | 8.6% |
| 76945 | 6.9% | |
| O | 75327 | 6.8% |
| I | 74901 | 6.8% |
| E | 71281 | 6.4% |
| R | 69040 | 6.2% |
| T | 63829 | 5.8% |
| S | 61162 | 5.5% |
| L | 56735 | 5.1% |
| Other values (17) | 304314 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1020222 | |
| Space Separator | 76945 | 6.9% |
| Dash Punctuation | 10788 | 1.0% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 158824 | |
| N | 95597 | |
| O | 75327 | 7.4% |
| I | 74901 | 7.3% |
| E | 71281 | 7.0% |
| R | 69040 | 6.8% |
| T | 63829 | 6.3% |
| S | 61162 | 6.0% |
| L | 56735 | 5.6% |
| C | 56670 | 5.6% |
| Other values (15) | 236856 |
Space Separator
| Value | Count | Frequency (%) |
| 76945 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 10788 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1020222 | |
| Common | 87733 | 7.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 158824 | |
| N | 95597 | |
| O | 75327 | 7.4% |
| I | 74901 | 7.3% |
| E | 71281 | 7.0% |
| R | 69040 | 6.8% |
| T | 63829 | 6.3% |
| S | 61162 | 6.0% |
| L | 56735 | 5.6% |
| C | 56670 | 5.6% |
| Other values (15) | 236856 |
Common
| Value | Count | Frequency (%) |
| 76945 | ||
| - | 10788 | 12.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1107955 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 158824 | |
| N | 95597 | 8.6% |
| 76945 | 6.9% | |
| O | 75327 | 6.8% |
| I | 74901 | 6.8% |
| E | 71281 | 6.4% |
| R | 69040 | 6.2% |
| T | 63829 | 5.8% |
| S | 61162 | 5.5% |
| L | 56735 | 5.1% |
| Other values (17) | 304314 |
| Distinct | 1441 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 825.6 KiB |
| QUEZON CITY | 1904 |
|---|---|
| CITY OF DAVAO | 1345 |
| CITY OF CALOOCAN | 1018 |
| CITY OF CEBU | 909 |
| CITY OF ANTIPOLO | 650 |
| Other values (1436) |
Length
| Max length | 31 |
|---|---|
| Median length | 23 |
| Mean length | 10.33283175 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1091829 |
|---|---|
| Distinct characters | 31 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | BAUNGON |
|---|---|
| 2nd row | BAUNGON |
| 3rd row | BAUNGON |
| 4th row | BAUNGON |
| 5th row | BAUNGON |
Common Values
| Value | Count | Frequency (%) |
| QUEZON CITY | 1904 | 1.8% |
| CITY OF DAVAO | 1345 | 1.3% |
| CITY OF CALOOCAN | 1018 | 1.0% |
| CITY OF CEBU | 909 | 0.9% |
| CITY OF ANTIPOLO | 650 | 0.6% |
| TONDO | 628 | 0.6% |
| CITY OF ZAMBOANGA | 625 | 0.6% |
| CITY OF TAGUIG | 622 | 0.6% |
| SANTA CRUZ | 622 | 0.6% |
| CITY OF MAKATI | 615 | 0.6% |
| Other values (1431) | 96728 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| city | 34593 | 17.9% |
| of | 31745 | 16.5% |
| san | 6391 | 3.3% |
| santa | 2488 | 1.3% |
| quezon | 2189 | 1.1% |
| davao | 1345 | 0.7% |
| jose | 1141 | 0.6% |
| general | 1037 | 0.5% |
| caloocan | 1018 | 0.5% |
| cebu | 909 | 0.5% |
| Other values (1477) | 110059 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 176629 | |
| O | 95041 | 8.7% |
| 87249 | 8.0% | |
| I | 85577 | 7.8% |
| N | 80575 | 7.4% |
| T | 68087 | 6.2% |
| C | 61058 | 5.6% |
| L | 48878 | 4.5% |
| Y | 46773 | 4.3% |
| S | 40753 | 3.7% |
| Other values (21) | 301209 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1002432 | |
| Space Separator | 87249 | 8.0% |
| Other Punctuation | 1086 | 0.1% |
| Dash Punctuation | 1062 | 0.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 176629 | |
| O | 95041 | 9.5% |
| I | 85577 | 8.5% |
| N | 80575 | 8.0% |
| T | 68087 | 6.8% |
| C | 61058 | 6.1% |
| L | 48878 | 4.9% |
| Y | 46773 | 4.7% |
| S | 40753 | 4.1% |
| U | 34595 | 3.5% |
| Other values (17) | 264466 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 815 | |
| ' | 271 | 25.0% |
Space Separator
| Value | Count | Frequency (%) |
| 87249 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1062 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1002432 | |
| Common | 89397 | 8.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 176629 | |
| O | 95041 | 9.5% |
| I | 85577 | 8.5% |
| N | 80575 | 8.0% |
| T | 68087 | 6.8% |
| C | 61058 | 6.1% |
| L | 48878 | 4.9% |
| Y | 46773 | 4.7% |
| S | 40753 | 4.1% |
| U | 34595 | 3.5% |
| Other values (17) | 264466 |
Common
| Value | Count | Frequency (%) |
| 87249 | ||
| - | 1062 | 1.2% |
| . | 815 | 0.9% |
| ' | 271 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1089451 | |
| None | 2378 | 0.2% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 176629 | |
| O | 95041 | 8.7% |
| 87249 | 8.0% | |
| I | 85577 | 7.9% |
| N | 80575 | 7.4% |
| T | 68087 | 6.2% |
| C | 61058 | 5.6% |
| L | 48878 | 4.5% |
| Y | 46773 | 4.3% |
| S | 40753 | 3.7% |
| Other values (20) | 298831 |
None
| Value | Count | Frequency (%) |
| Ñ | 2378 |
| Distinct | 26279 |
|---|---|
| Distinct (%) | 24.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 825.6 KiB |
| POBLACION | 2914 |
|---|---|
| SAN ISIDRO | 977 |
| SAN JOSE | 681 |
| SAN ROQUE | 526 |
| SAN VICENTE | 504 |
| Other values (26274) |
Length
| Max length | 45 |
|---|---|
| Median length | 39 |
| Mean length | 9.533492325 |
| Min length | 2 |
Characters and Unicode
| Total characters | 1007366 |
|---|---|
| Distinct characters | 46 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 9611 ? |
|---|---|
| Unique (%) | 9.1% |
Sample
| 1st row | BALINTAD |
|---|---|
| 2nd row | BUENAVISTA |
| 3rd row | DANATAG |
| 4th row | DANATAG |
| 5th row | DANATAG |
Common Values
| Value | Count | Frequency (%) |
| POBLACION | 2914 | 2.8% |
| SAN ISIDRO | 977 | 0.9% |
| SAN JOSE | 681 | 0.6% |
| SAN ROQUE | 526 | 0.5% |
| SAN VICENTE | 504 | 0.5% |
| SAN ANTONIO | 500 | 0.5% |
| SAN JUAN | 467 | 0.4% |
| SANTO NIÑO | 438 | 0.4% |
| SANTA CRUZ | 387 | 0.4% |
| SAN MIGUEL | 336 | 0.3% |
| Other values (26269) | 97936 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| san | 8568 | 5.5% |
| pob | 7750 | 4.9% |
| barangay | 5810 | 3.7% |
| poblacion | 4755 | 3.0% |
| santa | 2016 | 1.3% |
| i | 1238 | 0.8% |
| ii | 1228 | 0.8% |
| santo | 1196 | 0.8% |
| isidro | 1171 | 0.7% |
| jose | 1041 | 0.7% |
| Other values (21493) | 122244 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 187602 | |
| N | 100132 | 9.9% |
| O | 74255 | 7.4% |
| I | 62394 | 6.2% |
| 51598 | 5.1% | |
| B | 50238 | 5.0% |
| L | 48571 | 4.8% |
| G | 45908 | 4.6% |
| S | 43194 | 4.3% |
| T | 36930 | 3.7% |
| Other values (36) | 306544 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 910233 | |
| Space Separator | 54542 | 5.4% |
| Decimal Number | 13496 | 1.3% |
| Other Punctuation | 9777 | 1.0% |
| Open Punctuation | 7308 | 0.7% |
| Close Punctuation | 7308 | 0.7% |
| Dash Punctuation | 4702 | 0.5% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 187602 | |
| N | 100132 | |
| O | 74255 | 8.2% |
| I | 62394 | 6.9% |
| B | 50238 | 5.5% |
| L | 48571 | 5.3% |
| G | 45908 | 5.0% |
| S | 43194 | 4.7% |
| T | 36930 | 4.1% |
| R | 34263 | 3.8% |
| Other values (17) | 226746 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 2888 | |
| 2 | 1621 | |
| 7 | 1359 | |
| 3 | 1345 | |
| 6 | 1270 | |
| 8 | 1173 | |
| 4 | 1145 | 8.5% |
| 5 | 1132 | 8.4% |
| 9 | 815 | 6.0% |
| 0 | 748 | 5.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 9711 | |
| ' | 56 | 0.6% |
| / | 8 | 0.1% |
| * | 2 | < 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 51598 | ||
| 2944 | 5.4% |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 7308 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 7308 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 4702 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 910233 | |
| Common | 97133 | 9.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 187602 | |
| N | 100132 | |
| O | 74255 | 8.2% |
| I | 62394 | 6.9% |
| B | 50238 | 5.5% |
| L | 48571 | 5.3% |
| G | 45908 | 5.0% |
| S | 43194 | 4.7% |
| T | 36930 | 4.1% |
| R | 34263 | 3.8% |
| Other values (17) | 226746 |
Common
| Value | Count | Frequency (%) |
| 51598 | ||
| . | 9711 | 10.0% |
| ( | 7308 | 7.5% |
| ) | 7308 | 7.5% |
| - | 4702 | 4.8% |
| 2944 | 3.0% | |
| 1 | 2888 | 3.0% |
| 2 | 1621 | 1.7% |
| 7 | 1359 | 1.4% |
| 3 | 1345 | 1.4% |
| Other values (9) | 6349 | 6.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1003311 | |
| None | 4055 | 0.4% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 187602 | |
| N | 100132 | 10.0% |
| O | 74255 | 7.4% |
| I | 62394 | 6.2% |
| 51598 | 5.1% | |
| B | 50238 | 5.0% |
| L | 48571 | 4.8% |
| G | 45908 | 4.6% |
| S | 43194 | 4.3% |
| T | 36930 | 3.7% |
| Other values (34) | 302489 |
None
| Value | Count | Frequency (%) |
| 2944 | ||
| Ñ | 1111 | 27.4% |
| Distinct | 105666 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41654134.65 |
| Minimum | 1010001 |
|---|---|
| Maximum | 93150021 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 825.6 KiB |
Quantile statistics
| Minimum | 1010001 |
|---|---|
| 5-th percentile | 7120015.25 |
| Q1 | 22170748.25 |
| median | 39141465.5 |
| Q3 | 58130083.75 |
| 95-th percentile | 76050121.75 |
| Maximum | 93150021 |
| Range | 92140020 |
| Interquartile range (IQR) | 35959335.5 |
Descriptive statistics
| Standard deviation | 22775840.69 |
|---|---|
| Coefficient of variation (CV) | 0.546784632 |
| Kurtosis | -1.078557382 |
| Mean | 41654134.65 |
| Median Absolute Deviation (MAD) | 17941405 |
| Skewness | 0.1373227102 |
| Sum | 4.401425792 × 1012 |
| Variance | 5.187389189 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13010009 | 1 | < 0.1% |
| 92010025 | 1 | < 0.1% |
| 92010103 | 1 | < 0.1% |
| 92010102 | 1 | < 0.1% |
| 92010101 | 1 | < 0.1% |
| 92010087 | 1 | < 0.1% |
| 92010070 | 1 | < 0.1% |
| 92010069 | 1 | < 0.1% |
| 92010068 | 1 | < 0.1% |
| 92010050 | 1 | < 0.1% |
| Other values (105656) | 105656 |
| Value | Count | Frequency (%) |
| 1010001 | 1 | |
| 1010002 | 1 | |
| 1010003 | 1 | |
| 1010004 | 1 | |
| 1010005 | 1 | |
| 1010006 | 1 | |
| 1010007 | 1 | |
| 1010008 | 1 | |
| 1010009 | 1 | |
| 1010010 | 1 |
| Value | Count | Frequency (%) |
| 93150021 | 1 | |
| 93150020 | 1 | |
| 93150019 | 1 | |
| 93150018 | 1 | |
| 93150017 | 1 | |
| 93150016 | 1 | |
| 93150015 | 1 | |
| 93150014 | 1 | |
| 93150010 | 1 | |
| 93150008 | 1 |
| Distinct | 28 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.069568262 |
| Minimum | 0 |
|---|---|
| Maximum | 33 |
| Zeros | 47643 |
| Zeros (%) | 45.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 825.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 33 |
| Range | 33 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.452748253 |
|---|---|
| Coefficient of variation (CV) | 1.358256695 |
| Kurtosis | 17.9236327 |
| Mean | 1.069568262 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.780923701 |
| Sum | 113017 |
| Variance | 2.110477487 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=28)
| Value | Count | Frequency (%) |
| 0 | 47643 | |
| 1 | 30056 | |
| 2 | 14742 | 14.0% |
| 3 | 6801 | 6.4% |
| 4 | 3214 | 3.0% |
| 5 | 1537 | 1.5% |
| 6 | 760 | 0.7% |
| 7 | 366 | 0.3% |
| 8 | 212 | 0.2% |
| 9 | 133 | 0.1% |
| Other values (18) | 202 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 47643 | |
| 1 | 30056 | |
| 2 | 14742 | 14.0% |
| 3 | 6801 | 6.4% |
| 4 | 3214 | 3.0% |
| 5 | 1537 | 1.5% |
| 6 | 760 | 0.7% |
| 7 | 366 | 0.3% |
| 8 | 212 | 0.2% |
| 9 | 133 | 0.1% |
| Value | Count | Frequency (%) |
| 33 | 1 | < 0.1% |
| 29 | 1 | < 0.1% |
| 26 | 1 | < 0.1% |
| 25 | 2 | |
| 23 | 3 | |
| 22 | 1 | < 0.1% |
| 21 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 19 | 2 | |
| 18 | 4 |
| Distinct | 31 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.869702648 |
| Minimum | 0 |
|---|---|
| Maximum | 66 |
| Zeros | 50828 |
| Zeros (%) | 48.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 825.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 66 |
| Range | 66 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.204040839 |
|---|---|
| Coefficient of variation (CV) | 1.384428163 |
| Kurtosis | 203.391695 |
| Mean | 0.869702648 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 6.42667231 |
| Sum | 91898 |
| Variance | 1.449714343 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 0 | 50828 | |
| 1 | 32125 | |
| 2 | 14210 | 13.4% |
| 3 | 5377 | 5.1% |
| 4 | 1941 | 1.8% |
| 5 | 667 | 0.6% |
| 6 | 257 | 0.2% |
| 7 | 124 | 0.1% |
| 8 | 48 | < 0.1% |
| 9 | 21 | < 0.1% |
| Other values (21) | 68 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 50828 | |
| 1 | 32125 | |
| 2 | 14210 | 13.4% |
| 3 | 5377 | 5.1% |
| 4 | 1941 | 1.8% |
| 5 | 667 | 0.6% |
| 6 | 257 | 0.2% |
| 7 | 124 | 0.1% |
| 8 | 48 | < 0.1% |
| 9 | 21 | < 0.1% |
| Value | Count | Frequency (%) |
| 66 | 1 | |
| 58 | 1 | |
| 51 | 1 | |
| 41 | 1 | |
| 34 | 2 | |
| 32 | 1 | |
| 30 | 1 | |
| 27 | 2 | |
| 26 | 1 | |
| 24 | 1 |
| Distinct | 319 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.84268355 |
| Minimum | 0 |
|---|---|
| Maximum | 351 |
| Zeros | 4429 |
| Zeros (%) | 4.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 825.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| median | 12 |
| Q3 | 23 |
| 95-th percentile | 43 |
| Maximum | 351 |
| Range | 351 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 24.39606704 |
|---|---|
| Coefficient of variation (CV) | 1.367286876 |
| Kurtosis | 45.97286638 |
| Mean | 17.84268355 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 5.73448762 |
| Sum | 1885365 |
| Variance | 595.1680871 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3 | 4738 | 4.5% |
| 2 | 4687 | 4.4% |
| 4 | 4600 | 4.4% |
| 5 | 4589 | 4.3% |
| 0 | 4429 | 4.2% |
| 1 | 4397 | 4.2% |
| 6 | 4192 | 4.0% |
| 7 | 4074 | 3.9% |
| 8 | 3825 | 3.6% |
| 9 | 3683 | 3.5% |
| Other values (309) | 62452 |
| Value | Count | Frequency (%) |
| 0 | 4429 | |
| 1 | 4397 | |
| 2 | 4687 | |
| 3 | 4738 | |
| 4 | 4600 | |
| 5 | 4589 | |
| 6 | 4192 | |
| 7 | 4074 | |
| 8 | 3825 | |
| 9 | 3683 |
| Value | Count | Frequency (%) |
| 351 | 1 | |
| 347 | 1 | |
| 345 | 1 | |
| 340 | 1 | |
| 339 | 1 | |
| 334 | 2 | |
| 333 | 1 | |
| 329 | 2 | |
| 328 | 2 | |
| 325 | 1 |
| Distinct | 22 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8408475763 |
| Minimum | 0 |
|---|---|
| Maximum | 197 |
| Zeros | 52143 |
| Zeros (%) | 49.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 825.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 197 |
| Range | 197 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.349179798 |
|---|---|
| Coefficient of variation (CV) | 1.604547407 |
| Kurtosis | 5161.257074 |
| Mean | 0.8408475763 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 40.24535664 |
| Sum | 88849 |
| Variance | 1.820286128 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 0 | 52143 | |
| 1 | 31995 | |
| 2 | 13471 | 12.7% |
| 3 | 5064 | 4.8% |
| 4 | 1775 | 1.7% |
| 5 | 699 | 0.7% |
| 6 | 264 | 0.2% |
| 7 | 121 | 0.1% |
| 8 | 56 | 0.1% |
| 9 | 22 | < 0.1% |
| Other values (12) | 56 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 52143 | |
| 1 | 31995 | |
| 2 | 13471 | 12.7% |
| 3 | 5064 | 4.8% |
| 4 | 1775 | 1.7% |
| 5 | 699 | 0.7% |
| 6 | 264 | 0.2% |
| 7 | 121 | 0.1% |
| 8 | 56 | 0.1% |
| 9 | 22 | < 0.1% |
| Value | Count | Frequency (%) |
| 197 | 1 | < 0.1% |
| 134 | 1 | < 0.1% |
| 57 | 1 | < 0.1% |
| 28 | 1 | < 0.1% |
| 23 | 2 | < 0.1% |
| 18 | 2 | < 0.1% |
| 15 | 2 | < 0.1% |
| 14 | 3 | < 0.1% |
| 13 | 9 | |
| 12 | 8 |
| Distinct | 128 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.332737115 |
| Minimum | 0 |
|---|---|
| Maximum | 225 |
| Zeros | 9080 |
| Zeros (%) | 8.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 825.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 6 |
| Q3 | 12 |
| 95-th percentile | 23 |
| Maximum | 225 |
| Range | 225 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.616097119 |
|---|---|
| Coefficient of variation (CV) | 1.034005633 |
| Kurtosis | 37.6584202 |
| Mean | 8.332737115 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 3.598687374 |
| Sum | 880487 |
| Variance | 74.23712957 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 9080 | 8.6% |
| 1 | 8908 | 8.4% |
| 2 | 8782 | 8.3% |
| 3 | 8144 | 7.7% |
| 4 | 7592 | 7.2% |
| 5 | 6744 | 6.4% |
| 6 | 6116 | 5.8% |
| 7 | 5491 | 5.2% |
| 8 | 5001 | 4.7% |
| 9 | 4613 | 4.4% |
| Other values (118) | 35195 |
| Value | Count | Frequency (%) |
| 0 | 9080 | |
| 1 | 8908 | |
| 2 | 8782 | |
| 3 | 8144 | |
| 4 | 7592 | |
| 5 | 6744 | |
| 6 | 6116 | |
| 7 | 5491 | |
| 8 | 5001 | |
| 9 | 4613 |
| Value | Count | Frequency (%) |
| 225 | 1 | |
| 218 | 1 | |
| 215 | 1 | |
| 212 | 1 | |
| 202 | 1 | |
| 193 | 1 | |
| 166 | 1 | |
| 164 | 1 | |
| 160 | 1 | |
| 145 | 1 |
| Distinct | 329 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.409034126 |
| Minimum | 0 |
|---|---|
| Maximum | 573 |
| Zeros | 73064 |
| Zeros (%) | 69.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 825.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 5 |
| Maximum | 573 |
| Range | 573 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 17.3092104 |
|---|---|
| Coefficient of variation (CV) | 7.185124617 |
| Kurtosis | 218.0171413 |
| Mean | 2.409034126 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.28802573 |
| Sum | 254553 |
| Variance | 299.6087648 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 73064 | |
| 1 | 19366 | 18.3% |
| 2 | 5054 | 4.8% |
| 3 | 1804 | 1.7% |
| 4 | 947 | 0.9% |
| 5 | 735 | 0.7% |
| 6 | 545 | 0.5% |
| 7 | 409 | 0.4% |
| 8 | 348 | 0.3% |
| 10 | 284 | 0.3% |
| Other values (319) | 3110 | 2.9% |
| Value | Count | Frequency (%) |
| 0 | 73064 | |
| 1 | 19366 | 18.3% |
| 2 | 5054 | 4.8% |
| 3 | 1804 | 1.7% |
| 4 | 947 | 0.9% |
| 5 | 735 | 0.7% |
| 6 | 545 | 0.5% |
| 7 | 409 | 0.4% |
| 8 | 348 | 0.3% |
| 9 | 281 | 0.3% |
| Value | Count | Frequency (%) |
| 573 | 1 | |
| 563 | 1 | |
| 529 | 1 | |
| 495 | 1 | |
| 461 | 1 | |
| 453 | 1 | |
| 451 | 1 | |
| 443 | 1 | |
| 441 | 1 | |
| 436 | 1 |
| Distinct | 851 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 293.5840289 |
| Minimum | 0 |
|---|---|
| Maximum | 1105 |
| Zeros | 378 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 825.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 55 |
| Q1 | 191 |
| median | 304 |
| Q3 | 392 |
| 95-th percentile | 510.75 |
| Maximum | 1105 |
| Range | 1105 |
| Interquartile range (IQR) | 201 |
Descriptive statistics
| Standard deviation | 138.8758545 |
|---|---|
| Coefficient of variation (CV) | 0.4730361356 |
| Kurtosis | -0.2828640695 |
| Mean | 293.5840289 |
| Median Absolute Deviation (MAD) | 98 |
| Skewness | 0.006904603536 |
| Sum | 31021850 |
| Variance | 19286.50297 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 378 | 0.4% |
| 345 | 355 | 0.3% |
| 364 | 339 | 0.3% |
| 378 | 339 | 0.3% |
| 376 | 337 | 0.3% |
| 343 | 329 | 0.3% |
| 352 | 325 | 0.3% |
| 356 | 324 | 0.3% |
| 340 | 323 | 0.3% |
| 363 | 322 | 0.3% |
| Other values (841) | 102295 |
| Value | Count | Frequency (%) |
| 0 | 378 | |
| 1 | 41 | < 0.1% |
| 2 | 24 | < 0.1% |
| 3 | 33 | < 0.1% |
| 4 | 27 | < 0.1% |
| 5 | 42 | < 0.1% |
| 6 | 37 | < 0.1% |
| 7 | 48 | < 0.1% |
| 8 | 42 | < 0.1% |
| 9 | 48 | < 0.1% |
| Value | Count | Frequency (%) |
| 1105 | 1 | |
| 1080 | 1 | |
| 1039 | 1 | |
| 1026 | 1 | |
| 1013 | 1 | |
| 1012 | 1 | |
| 964 | 1 | |
| 962 | 1 | |
| 940 | 1 | |
| 934 | 1 |
| Distinct | 28 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5661707645 |
| Minimum | 0 |
|---|---|
| Maximum | 37 |
| Zeros | 66565 |
| Zeros (%) | 63.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 825.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 37 |
| Range | 37 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.013811002 |
|---|---|
| Coefficient of variation (CV) | 1.790645271 |
| Kurtosis | 92.06014422 |
| Mean | 0.5661707645 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.415641258 |
| Sum | 59825 |
| Variance | 1.027812748 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=28)
| Value | Count | Frequency (%) |
| 0 | 66565 | |
| 1 | 26414 | 25.0% |
| 2 | 8408 | 8.0% |
| 3 | 2635 | 2.5% |
| 4 | 909 | 0.9% |
| 5 | 339 | 0.3% |
| 6 | 148 | 0.1% |
| 7 | 89 | 0.1% |
| 8 | 42 | < 0.1% |
| 9 | 30 | < 0.1% |
| Other values (18) | 87 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 66565 | |
| 1 | 26414 | 25.0% |
| 2 | 8408 | 8.0% |
| 3 | 2635 | 2.5% |
| 4 | 909 | 0.9% |
| 5 | 339 | 0.3% |
| 6 | 148 | 0.1% |
| 7 | 89 | 0.1% |
| 8 | 42 | < 0.1% |
| 9 | 30 | < 0.1% |
| Value | Count | Frequency (%) |
| 37 | 1 | < 0.1% |
| 34 | 2 | < 0.1% |
| 32 | 1 | < 0.1% |
| 30 | 1 | < 0.1% |
| 29 | 1 | < 0.1% |
| 24 | 1 | < 0.1% |
| 23 | 2 | < 0.1% |
| 20 | 2 | < 0.1% |
| 19 | 1 | < 0.1% |
| 18 | 5 |
| Distinct | 457 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.31038366 |
| Minimum | 0 |
|---|---|
| Maximum | 615 |
| Zeros | 4461 |
| Zeros (%) | 4.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 825.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 14 |
| Q3 | 41 |
| 95-th percentile | 140 |
| Maximum | 615 |
| Range | 615 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 51.21611708 |
|---|---|
| Coefficient of variation (CV) | 1.492729361 |
| Kurtosis | 12.30610517 |
| Mean | 34.31038366 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 3.050595529 |
| Sum | 3625441 |
| Variance | 2623.090648 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4461 | 4.2% |
| 5 | 4170 | 3.9% |
| 3 | 4129 | 3.9% |
| 6 | 4127 | 3.9% |
| 7 | 4063 | 3.8% |
| 4 | 4051 | 3.8% |
| 2 | 3957 | 3.7% |
| 8 | 3867 | 3.7% |
| 1 | 3754 | 3.6% |
| 9 | 3664 | 3.5% |
| Other values (447) | 65423 |
| Value | Count | Frequency (%) |
| 0 | 4461 | |
| 1 | 3754 | |
| 2 | 3957 | |
| 3 | 4129 | |
| 4 | 4051 | |
| 5 | 4170 | |
| 6 | 4127 | |
| 7 | 4063 | |
| 8 | 3867 | |
| 9 | 3664 |
| Value | Count | Frequency (%) |
| 615 | 1 | |
| 614 | 1 | |
| 564 | 1 | |
| 554 | 1 | |
| 537 | 1 | |
| 533 | 1 | |
| 530 | 1 | |
| 516 | 1 | |
| 510 | 1 | |
| 508 | 1 |
| Distinct | 667 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 139.9256147 |
| Minimum | 0 |
|---|---|
| Maximum | 790 |
| Zeros | 900 |
| Zeros (%) | 0.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 825.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 52 |
| median | 121 |
| Q3 | 195 |
| 95-th percentile | 357 |
| Maximum | 790 |
| Range | 790 |
| Interquartile range (IQR) | 143 |
Descriptive statistics
| Standard deviation | 110.3764064 |
|---|---|
| Coefficient of variation (CV) | 0.7888220229 |
| Kurtosis | 1.883229974 |
| Mean | 139.9256147 |
| Median Absolute Deviation (MAD) | 71 |
| Skewness | 1.253556496 |
| Sum | 14785380 |
| Variance | 12182.95109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 900 | 0.9% |
| 25 | 631 | 0.6% |
| 26 | 617 | 0.6% |
| 36 | 587 | 0.6% |
| 38 | 583 | 0.6% |
| 40 | 581 | 0.5% |
| 23 | 578 | 0.5% |
| 24 | 566 | 0.5% |
| 33 | 563 | 0.5% |
| 30 | 561 | 0.5% |
| Other values (657) | 99499 |
| Value | Count | Frequency (%) |
| 0 | 900 | |
| 1 | 304 | 0.3% |
| 2 | 320 | 0.3% |
| 3 | 317 | 0.3% |
| 4 | 362 | |
| 5 | 358 | 0.3% |
| 6 | 406 | |
| 7 | 355 | 0.3% |
| 8 | 401 | |
| 9 | 390 |
| Value | Count | Frequency (%) |
| 790 | 1 | |
| 744 | 1 | |
| 743 | 1 | |
| 735 | 1 | |
| 732 | 1 | |
| 728 | 1 | |
| 727 | 1 | |
| 718 | 2 | |
| 699 | 1 | |
| 698 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| Region | Province | City | Barangay | Precinct ID | ABELLA, ERNIE (IND) | DE GUZMAN, LEODY (PLM) | DOMAGOSO, ISKO MORENO (AKSYON) | GONZALES, NORBERTO (PDSP) | LACSON, PING (PDR) | MANGONDATO, FAISAL (KTPNAN) | MARCOS, BONGBONG (PFP) | MONTEMAYOR, JOSE JR. (DPP) | PACQUIAO, MANNY PACMAN(PROMDI) | ROBREDO, LENI (IND) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | REGION X | BUKIDNON | BAUNGON | BALINTAD | 13010009 | 2 | 1 | 4 | 0 | 0 | 1 | 224 | 0 | 115 | 29 |
| 1 | REGION X | BUKIDNON | BAUNGON | BUENAVISTA | 13010010 | 3 | 5 | 7 | 5 | 0 | 2 | 310 | 1 | 188 | 47 |
| 2 | REGION X | BUKIDNON | BAUNGON | DANATAG | 13010011 | 4 | 3 | 9 | 4 | 3 | 0 | 288 | 4 | 152 | 44 |
| 3 | REGION X | BUKIDNON | BAUNGON | DANATAG | 13010012 | 2 | 2 | 16 | 2 | 3 | 0 | 190 | 3 | 160 | 51 |
| 4 | REGION X | BUKIDNON | BAUNGON | DANATAG | 13010013 | 0 | 1 | 16 | 4 | 6 | 0 | 272 | 2 | 125 | 46 |
| 5 | REGION X | BUKIDNON | BAUNGON | KALILANGAN | 13010014 | 6 | 0 | 10 | 1 | 3 | 1 | 320 | 0 | 140 | 50 |
| 6 | REGION X | BUKIDNON | BAUNGON | LACOLAC | 13010015 | 3 | 1 | 5 | 1 | 5 | 1 | 275 | 1 | 151 | 62 |
| 7 | REGION X | BUKIDNON | BAUNGON | LANGAON | 13010016 | 1 | 0 | 4 | 0 | 0 | 1 | 157 | 1 | 146 | 41 |
| 8 | REGION X | BUKIDNON | BAUNGON | LANGAON | 13010017 | 1 | 2 | 3 | 1 | 3 | 1 | 174 | 1 | 131 | 36 |
| 9 | REGION X | BUKIDNON | BAUNGON | LIBORAN | 13010018 | 5 | 4 | 6 | 2 | 4 | 0 | 266 | 1 | 235 | 51 |
Last rows
| Region | Province | City | Barangay | Precinct ID | ABELLA, ERNIE (IND) | DE GUZMAN, LEODY (PLM) | DOMAGOSO, ISKO MORENO (AKSYON) | GONZALES, NORBERTO (PDSP) | LACSON, PING (PDR) | MANGONDATO, FAISAL (KTPNAN) | MARCOS, BONGBONG (PFP) | MONTEMAYOR, JOSE JR. (DPP) | PACQUIAO, MANNY PACMAN(PROMDI) | ROBREDO, LENI (IND) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 105656 | REGION III | BATAAN | SAMAL | TABING ILOG | 8120009 | 0 | 0 | 46 | 1 | 7 | 0 | 367 | 0 | 1 | 99 |
| 105657 | REGION III | BATAAN | SAMAL | GUGO | 8120014 | 3 | 1 | 25 | 0 | 21 | 0 | 366 | 0 | 11 | 103 |
| 105658 | REGION III | BATAAN | SAMAL | GUGO | 8120015 | 4 | 1 | 50 | 0 | 8 | 0 | 433 | 0 | 11 | 87 |
| 105659 | REGION III | BATAAN | SAMAL | GUGO | 8120016 | 5 | 5 | 47 | 0 | 9 | 1 | 413 | 0 | 12 | 83 |
| 105660 | REGION III | BATAAN | SAMAL | GUGO | 8120017 | 1 | 1 | 44 | 1 | 6 | 0 | 364 | 0 | 14 | 124 |
| 105661 | REGION III | BATAAN | SAMAL | GUGO | 8120018 | 3 | 0 | 38 | 0 | 7 | 0 | 347 | 1 | 12 | 124 |
| 105662 | REGION III | BATAAN | SAMAL | WEST CALAGUIMAN (POB.) | 8120049 | 2 | 0 | 58 | 2 | 5 | 1 | 243 | 0 | 7 | 197 |
| 105663 | REGION III | BATAAN | SAMAL | WEST CALAGUIMAN (POB.) | 8120050 | 0 | 0 | 37 | 1 | 10 | 0 | 233 | 1 | 5 | 236 |
| 105664 | REGION III | BATAAN | SAMAL | WEST DAANG BAGO (POB.) | 8120003 | 3 | 1 | 20 | 2 | 11 | 0 | 194 | 0 | 9 | 127 |
| 105665 | REGION III | BATAAN | SAMAL | WEST DAANG BAGO (POB.) | 8120004 | 1 | 0 | 26 | 2 | 12 | 0 | 215 | 0 | 2 | 138 |